Overview

Dataset statistics

Number of variables16
Number of observations2105
Missing cells136
Missing cells (%)0.4%
Duplicate rows384
Duplicate rows (%)18.2%
Total size in memory344.1 KiB
Average record size in memory167.4 B

Variable types

Categorical11
Numeric4
DateTime1

Alerts

Denom Curr has constant value "U.S. Dollar"Constant
Dataset has 384 (18.2%) duplicate rowsDuplicates
Country has a high cardinality: 68 distinct valuesHigh cardinality
Company has a high cardinality: 717 distinct valuesHigh cardinality
Issuer has a high cardinality: 717 distinct valuesHigh cardinality
Country of Risk has a high cardinality: 68 distinct valuesHigh cardinality
Parent Name has a high cardinality: 551 distinct valuesHigh cardinality
FDS Indus has a high cardinality: 77 distinct valuesHigh cardinality
Years to Maturity is highly overall correlated with Adj. Maturity DateHigh correlation
Adj. Maturity Date is highly overall correlated with Years to MaturityHigh correlation
Country is highly overall correlated with Country of RiskHigh correlation
Type is highly overall correlated with GSS Bond Use of Proceeds and 1 other fieldsHigh correlation
Bond Tier is highly overall correlated with FDS IndusHigh correlation
Country of Risk is highly overall correlated with CountryHigh correlation
GSS Bond Use of Proceeds is highly overall correlated with Type and 1 other fieldsHigh correlation
GSS Bond Type is highly overall correlated with Type and 1 other fieldsHigh correlation
FDS Indus is highly overall correlated with Bond TierHigh correlation
Bond Tier is highly imbalanced (70.2%)Imbalance
Amount Outstanding-Mil. USD has 131 (6.2%) missing valuesMissing
Coupon has 55 (2.6%) zerosZeros
Amount Outstanding-Mil. USD has 56 (2.7%) zerosZeros

Reproduction

Analysis started2023-10-01 05:37:45.790125
Analysis finished2023-10-01 05:37:52.172324
Duration6.38 seconds
Software versionpandas-profiling v3.6.6
Download configurationconfig.json

Variables

Country
Categorical

HIGH CARDINALITY  HIGH CORRELATION 

Distinct68
Distinct (%)3.2%
Missing0
Missing (%)0.0%
Memory size32.9 KiB
United States
794 
South Korea
162 
China
148 
Japan
85 
France
 
74
Other values (63)
842 

Length

Max length22
Median length20
Mean length9.767696
Min length3

Characters and Unicode

Total characters20561
Distinct characters46
Distinct categories4 ?
Distinct scripts2 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique5 ?
Unique (%)0.2%

Sample

1st rowUnited States
2nd rowUnited States
3rd rowUnited States
4th rowUnited States
5th rowUnited States

Common Values

ValueCountFrequency (%)
United States 794
37.7%
South Korea 162
 
7.7%
China 148
 
7.0%
Japan 85
 
4.0%
France 74
 
3.5%
Brazil 65
 
3.1%
Canada 60
 
2.9%
United Kingdom 53
 
2.5%
Germany 52
 
2.5%
Netherlands 51
 
2.4%
Other values (58) 561
26.7%

Length

Histogram of lengths of the category
ValueCountFrequency (%)
united 870
26.8%
states 794
24.5%
south 162
 
5.0%
korea 162
 
5.0%
china 148
 
4.6%
japan 85
 
2.6%
france 74
 
2.3%
brazil 65
 
2.0%
canada 60
 
1.9%
kingdom 53
 
1.6%
Other values (68) 768
23.7%

Most occurring characters

ValueCountFrequency (%)
t 2806
13.6%
e 2367
11.5%
a 2152
10.5%
n 1731
 
8.4%
i 1532
 
7.5%
d 1159
 
5.6%
1136
 
5.5%
S 1016
 
4.9%
s 989
 
4.8%
U 877
 
4.3%
Other values (36) 4796
23.3%

Most occurring categories

ValueCountFrequency (%)
Lowercase Letter 16168
78.6%
Uppercase Letter 3249
 
15.8%
Space Separator 1136
 
5.5%
Other Punctuation 8
 
< 0.1%

Most frequent character per category

Lowercase Letter
ValueCountFrequency (%)
t 2806
17.4%
e 2367
14.6%
a 2152
13.3%
n 1731
10.7%
i 1532
9.5%
d 1159
7.2%
s 989
 
6.1%
r 674
 
4.2%
o 625
 
3.9%
h 429
 
2.7%
Other values (13) 1704
10.5%
Uppercase Letter
ValueCountFrequency (%)
S 1016
31.3%
U 877
27.0%
C 271
 
8.3%
K 263
 
8.1%
I 107
 
3.3%
J 85
 
2.6%
A 84
 
2.6%
B 79
 
2.4%
F 77
 
2.4%
N 67
 
2.1%
Other values (11) 323
 
9.9%
Space Separator
ValueCountFrequency (%)
1136
100.0%
Other Punctuation
ValueCountFrequency (%)
@ 8
100.0%

Most occurring scripts

ValueCountFrequency (%)
Latin 19417
94.4%
Common 1144
 
5.6%

Most frequent character per script

Latin
ValueCountFrequency (%)
t 2806
14.5%
e 2367
12.2%
a 2152
11.1%
n 1731
8.9%
i 1532
 
7.9%
d 1159
 
6.0%
S 1016
 
5.2%
s 989
 
5.1%
U 877
 
4.5%
r 674
 
3.5%
Other values (34) 4114
21.2%
Common
ValueCountFrequency (%)
1136
99.3%
@ 8
 
0.7%

Most occurring blocks

ValueCountFrequency (%)
ASCII 20561
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
t 2806
13.6%
e 2367
11.5%
a 2152
10.5%
n 1731
 
8.4%
i 1532
 
7.5%
d 1159
 
5.6%
1136
 
5.5%
S 1016
 
4.9%
s 989
 
4.8%
U 877
 
4.3%
Other values (36) 4796
23.3%

Type
Categorical

Distinct4
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Memory size32.9 KiB
GREEN BOND
1172 
SUSTAINABILITY BOND
526 
SOCIAL BOND
244 
SUSTAINABILITY LINKED BOND
163 

Length

Max length26
Median length10
Mean length13.6038
Min length10

Characters and Unicode

Total characters28636
Distinct characters17
Distinct categories2 ?
Distinct scripts2 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowGREEN BOND
2nd rowGREEN BOND
3rd rowGREEN BOND
4th rowGREEN BOND
5th rowGREEN BOND

Common Values

ValueCountFrequency (%)
GREEN BOND 1172
55.7%
SUSTAINABILITY BOND 526
25.0%
SOCIAL BOND 244
 
11.6%
SUSTAINABILITY LINKED BOND 163
 
7.7%

Length

Histogram of lengths of the category

Common Values (Plot)

ValueCountFrequency (%)
bond 2105
48.1%
green 1172
26.8%
sustainability 689
 
15.8%
social 244
 
5.6%
linked 163
 
3.7%

Most occurring characters

ValueCountFrequency (%)
N 4129
14.4%
B 2794
9.8%
E 2507
8.8%
I 2474
8.6%
O 2349
8.2%
2268
7.9%
D 2268
7.9%
S 1622
 
5.7%
A 1622
 
5.7%
T 1378
 
4.8%
Other values (7) 5225
18.2%

Most occurring categories

ValueCountFrequency (%)
Uppercase Letter 26368
92.1%
Space Separator 2268
 
7.9%

Most frequent character per category

Uppercase Letter
ValueCountFrequency (%)
N 4129
15.7%
B 2794
10.6%
E 2507
9.5%
I 2474
9.4%
O 2349
8.9%
D 2268
8.6%
S 1622
 
6.2%
A 1622
 
6.2%
T 1378
 
5.2%
G 1172
 
4.4%
Other values (6) 4053
15.4%
Space Separator
ValueCountFrequency (%)
2268
100.0%

Most occurring scripts

ValueCountFrequency (%)
Latin 26368
92.1%
Common 2268
 
7.9%

Most frequent character per script

Latin
ValueCountFrequency (%)
N 4129
15.7%
B 2794
10.6%
E 2507
9.5%
I 2474
9.4%
O 2349
8.9%
D 2268
8.6%
S 1622
 
6.2%
A 1622
 
6.2%
T 1378
 
5.2%
G 1172
 
4.4%
Other values (6) 4053
15.4%
Common
ValueCountFrequency (%)
2268
100.0%

Most occurring blocks

ValueCountFrequency (%)
ASCII 28636
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
N 4129
14.4%
B 2794
9.8%
E 2507
8.8%
I 2474
8.6%
O 2349
8.2%
2268
7.9%
D 2268
7.9%
S 1622
 
5.7%
A 1622
 
5.7%
T 1378
 
4.8%
Other values (7) 5225
18.2%

Company
Categorical

Distinct717
Distinct (%)34.1%
Missing0
Missing (%)0.0%
Memory size32.9 KiB
Calvert Social Investment Foundation, Inc.
 
176
Tesla Energy Operations, Inc.
 
58
Deutsche Bank Aktiengesellschaft
 
42
Local Initiatives Support Corporation
 
30
Capital Impact Partners
 
26
Other values (712)
1773 

Length

Max length75
Median length55
Mean length28.986698
Min length3

Characters and Unicode

Total characters61017
Distinct characters69
Distinct categories8 ?
Distinct scripts2 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique290 ?
Unique (%)13.8%

Sample

1st rowTesla Energy Operations, Inc.
2nd rowTesla Energy Operations, Inc.
3rd rowTesla Energy Operations, Inc.
4th rowTesla Energy Operations, Inc.
5th rowTesla Energy Operations, Inc.

Common Values

ValueCountFrequency (%)
Calvert Social Investment Foundation, Inc. 176
 
8.4%
Tesla Energy Operations, Inc. 58
 
2.8%
Deutsche Bank Aktiengesellschaft 42
 
2.0%
Local Initiatives Support Corporation 30
 
1.4%
Capital Impact Partners 26
 
1.2%
Caisse d'Amortissement de la Dette Sociale 26
 
1.2%
Government of Hong Kong Special Administrative Region 23
 
1.1%
ENEL Finance International NV 22
 
1.0%
Century Housing Corp. 17
 
0.8%
Citigroup Inc. 17
 
0.8%
Other values (707) 1668
79.2%

Length

Histogram of lengths of the category
ValueCountFrequency (%)
inc 473
 
5.5%
ltd 286
 
3.3%
bank 261
 
3.0%
investment 234
 
2.7%
foundation 189
 
2.2%
social 178
 
2.1%
of 178
 
2.1%
calvert 177
 
2.1%
energy 174
 
2.0%
co 151
 
1.8%
Other values (1096) 6277
73.2%

Most occurring characters

ValueCountFrequency (%)
6473
 
10.6%
n 5138
 
8.4%
e 4260
 
7.0%
a 4256
 
7.0%
o 3956
 
6.5%
t 3507
 
5.7%
i 3423
 
5.6%
r 3066
 
5.0%
c 1890
 
3.1%
l 1863
 
3.1%
Other values (59) 23185
38.0%

Most occurring categories

ValueCountFrequency (%)
Lowercase Letter 42286
69.3%
Uppercase Letter 9889
 
16.2%
Space Separator 6473
 
10.6%
Other Punctuation 2034
 
3.3%
Open Punctuation 102
 
0.2%
Close Punctuation 102
 
0.2%
Decimal Number 67
 
0.1%
Dash Punctuation 64
 
0.1%

Most frequent character per category

Lowercase Letter
ValueCountFrequency (%)
n 5138
12.2%
e 4260
10.1%
a 4256
10.1%
o 3956
9.4%
t 3507
 
8.3%
i 3423
 
8.1%
r 3066
 
7.3%
c 1890
 
4.5%
l 1863
 
4.4%
s 1798
 
4.3%
Other values (16) 9129
21.6%
Uppercase Letter
ValueCountFrequency (%)
C 1359
13.7%
I 1199
12.1%
S 950
 
9.6%
L 746
 
7.5%
A 708
 
7.2%
B 603
 
6.1%
E 533
 
5.4%
F 481
 
4.9%
P 464
 
4.7%
G 397
 
4.0%
Other values (16) 2449
24.8%
Decimal Number
ValueCountFrequency (%)
2 19
28.4%
0 18
26.9%
3 9
13.4%
1 8
11.9%
9 5
 
7.5%
6 4
 
6.0%
5 3
 
4.5%
4 1
 
1.5%
Other Punctuation
ValueCountFrequency (%)
. 1356
66.7%
, 556
27.3%
& 60
 
2.9%
' 44
 
2.2%
/ 18
 
0.9%
Space Separator
ValueCountFrequency (%)
6473
100.0%
Open Punctuation
ValueCountFrequency (%)
( 102
100.0%
Close Punctuation
ValueCountFrequency (%)
) 102
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 64
100.0%

Most occurring scripts

ValueCountFrequency (%)
Latin 52175
85.5%
Common 8842
 
14.5%

Most frequent character per script

Latin
ValueCountFrequency (%)
n 5138
 
9.8%
e 4260
 
8.2%
a 4256
 
8.2%
o 3956
 
7.6%
t 3507
 
6.7%
i 3423
 
6.6%
r 3066
 
5.9%
c 1890
 
3.6%
l 1863
 
3.6%
s 1798
 
3.4%
Other values (42) 19018
36.5%
Common
ValueCountFrequency (%)
6473
73.2%
. 1356
 
15.3%
, 556
 
6.3%
( 102
 
1.2%
) 102
 
1.2%
- 64
 
0.7%
& 60
 
0.7%
' 44
 
0.5%
2 19
 
0.2%
/ 18
 
0.2%
Other values (7) 48
 
0.5%

Most occurring blocks

ValueCountFrequency (%)
ASCII 61017
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
6473
 
10.6%
n 5138
 
8.4%
e 4260
 
7.0%
a 4256
 
7.0%
o 3956
 
6.5%
t 3507
 
5.7%
i 3423
 
5.6%
r 3066
 
5.0%
c 1890
 
3.1%
l 1863
 
3.1%
Other values (59) 23185
38.0%

Issuer
Categorical

Distinct717
Distinct (%)34.1%
Missing0
Missing (%)0.0%
Memory size32.9 KiB
Calvert Social Investment Foundation, Inc.
 
176
Tesla Energy Operations, Inc.
 
58
Deutsche Bank Aktiengesellschaft
 
42
Local Initiatives Support Corporation
 
30
Capital Impact Partners
 
26
Other values (712)
1773 

Length

Max length75
Median length55
Mean length28.986698
Min length3

Characters and Unicode

Total characters61017
Distinct characters69
Distinct categories8 ?
Distinct scripts2 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique290 ?
Unique (%)13.8%

Sample

1st rowTesla Energy Operations, Inc.
2nd rowTesla Energy Operations, Inc.
3rd rowTesla Energy Operations, Inc.
4th rowTesla Energy Operations, Inc.
5th rowTesla Energy Operations, Inc.

Common Values

ValueCountFrequency (%)
Calvert Social Investment Foundation, Inc. 176
 
8.4%
Tesla Energy Operations, Inc. 58
 
2.8%
Deutsche Bank Aktiengesellschaft 42
 
2.0%
Local Initiatives Support Corporation 30
 
1.4%
Capital Impact Partners 26
 
1.2%
Caisse d'Amortissement de la Dette Sociale 26
 
1.2%
Government of Hong Kong Special Administrative Region 23
 
1.1%
ENEL Finance International NV 22
 
1.0%
Century Housing Corp. 17
 
0.8%
Citigroup Inc. 17
 
0.8%
Other values (707) 1668
79.2%

Length

Histogram of lengths of the category
ValueCountFrequency (%)
inc 473
 
5.5%
ltd 286
 
3.3%
bank 261
 
3.0%
investment 234
 
2.7%
foundation 189
 
2.2%
social 178
 
2.1%
of 178
 
2.1%
calvert 177
 
2.1%
energy 174
 
2.0%
co 151
 
1.8%
Other values (1096) 6277
73.2%

Most occurring characters

ValueCountFrequency (%)
6473
 
10.6%
n 5138
 
8.4%
e 4260
 
7.0%
a 4256
 
7.0%
o 3956
 
6.5%
t 3507
 
5.7%
i 3423
 
5.6%
r 3066
 
5.0%
c 1890
 
3.1%
l 1863
 
3.1%
Other values (59) 23185
38.0%

Most occurring categories

ValueCountFrequency (%)
Lowercase Letter 42286
69.3%
Uppercase Letter 9889
 
16.2%
Space Separator 6473
 
10.6%
Other Punctuation 2034
 
3.3%
Open Punctuation 102
 
0.2%
Close Punctuation 102
 
0.2%
Decimal Number 67
 
0.1%
Dash Punctuation 64
 
0.1%

Most frequent character per category

Lowercase Letter
ValueCountFrequency (%)
n 5138
12.2%
e 4260
10.1%
a 4256
10.1%
o 3956
9.4%
t 3507
 
8.3%
i 3423
 
8.1%
r 3066
 
7.3%
c 1890
 
4.5%
l 1863
 
4.4%
s 1798
 
4.3%
Other values (16) 9129
21.6%
Uppercase Letter
ValueCountFrequency (%)
C 1359
13.7%
I 1199
12.1%
S 950
 
9.6%
L 746
 
7.5%
A 708
 
7.2%
B 603
 
6.1%
E 533
 
5.4%
F 481
 
4.9%
P 464
 
4.7%
G 397
 
4.0%
Other values (16) 2449
24.8%
Decimal Number
ValueCountFrequency (%)
2 19
28.4%
0 18
26.9%
3 9
13.4%
1 8
11.9%
9 5
 
7.5%
6 4
 
6.0%
5 3
 
4.5%
4 1
 
1.5%
Other Punctuation
ValueCountFrequency (%)
. 1356
66.7%
, 556
27.3%
& 60
 
2.9%
' 44
 
2.2%
/ 18
 
0.9%
Space Separator
ValueCountFrequency (%)
6473
100.0%
Open Punctuation
ValueCountFrequency (%)
( 102
100.0%
Close Punctuation
ValueCountFrequency (%)
) 102
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 64
100.0%

Most occurring scripts

ValueCountFrequency (%)
Latin 52175
85.5%
Common 8842
 
14.5%

Most frequent character per script

Latin
ValueCountFrequency (%)
n 5138
 
9.8%
e 4260
 
8.2%
a 4256
 
8.2%
o 3956
 
7.6%
t 3507
 
6.7%
i 3423
 
6.6%
r 3066
 
5.9%
c 1890
 
3.6%
l 1863
 
3.6%
s 1798
 
3.4%
Other values (42) 19018
36.5%
Common
ValueCountFrequency (%)
6473
73.2%
. 1356
 
15.3%
, 556
 
6.3%
( 102
 
1.2%
) 102
 
1.2%
- 64
 
0.7%
& 60
 
0.7%
' 44
 
0.5%
2 19
 
0.2%
/ 18
 
0.2%
Other values (7) 48
 
0.5%

Most occurring blocks

ValueCountFrequency (%)
ASCII 61017
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
6473
 
10.6%
n 5138
 
8.4%
e 4260
 
7.0%
a 4256
 
7.0%
o 3956
 
6.5%
t 3507
 
5.7%
i 3423
 
5.6%
r 3066
 
5.0%
c 1890
 
3.1%
l 1863
 
3.1%
Other values (59) 23185
38.0%

Bond Tier
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct4
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Memory size32.9 KiB
Corporate
1886 
Agency
 
127
Sovereign
 
88
Securitized/Collateralized
 
4

Length

Max length26
Median length9
Mean length8.8513064
Min length6

Characters and Unicode

Total characters18632
Distinct characters20
Distinct categories3 ?
Distinct scripts2 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowCorporate
2nd rowCorporate
3rd rowCorporate
4th rowCorporate
5th rowCorporate

Common Values

ValueCountFrequency (%)
Corporate 1886
89.6%
Agency 127
 
6.0%
Sovereign 88
 
4.2%
Securitized/Collateralized 4
 
0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

ValueCountFrequency (%)
corporate 1886
89.6%
agency 127
 
6.0%
sovereign 88
 
4.2%
securitized/collateralized 4
 
0.2%

Most occurring characters

ValueCountFrequency (%)
r 3868
20.8%
o 3864
20.7%
e 2205
11.8%
a 1894
10.2%
t 1894
10.2%
C 1890
10.1%
p 1886
10.1%
n 215
 
1.2%
g 215
 
1.2%
c 131
 
0.7%
Other values (10) 570
 
3.1%

Most occurring categories

ValueCountFrequency (%)
Lowercase Letter 16519
88.7%
Uppercase Letter 2109
 
11.3%
Other Punctuation 4
 
< 0.1%

Most frequent character per category

Lowercase Letter
ValueCountFrequency (%)
r 3868
23.4%
o 3864
23.4%
e 2205
13.3%
a 1894
11.5%
t 1894
11.5%
p 1886
11.4%
n 215
 
1.3%
g 215
 
1.3%
c 131
 
0.8%
y 127
 
0.8%
Other values (6) 220
 
1.3%
Uppercase Letter
ValueCountFrequency (%)
C 1890
89.6%
A 127
 
6.0%
S 92
 
4.4%
Other Punctuation
ValueCountFrequency (%)
/ 4
100.0%

Most occurring scripts

ValueCountFrequency (%)
Latin 18628
> 99.9%
Common 4
 
< 0.1%

Most frequent character per script

Latin
ValueCountFrequency (%)
r 3868
20.8%
o 3864
20.7%
e 2205
11.8%
a 1894
10.2%
t 1894
10.2%
C 1890
10.1%
p 1886
10.1%
n 215
 
1.2%
g 215
 
1.2%
c 131
 
0.7%
Other values (9) 566
 
3.0%
Common
ValueCountFrequency (%)
/ 4
100.0%

Most occurring blocks

ValueCountFrequency (%)
ASCII 18632
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
r 3868
20.8%
o 3864
20.7%
e 2205
11.8%
a 1894
10.2%
t 1894
10.2%
C 1890
10.1%
p 1886
10.1%
n 215
 
1.2%
g 215
 
1.2%
c 131
 
0.7%
Other values (10) 570
 
3.1%

Country of Risk
Categorical

HIGH CARDINALITY  HIGH CORRELATION 

Distinct68
Distinct (%)3.2%
Missing0
Missing (%)0.0%
Memory size32.9 KiB
United States
794 
South Korea
162 
China
148 
Japan
85 
France
 
74
Other values (63)
842 

Length

Max length22
Median length20
Mean length9.767696
Min length3

Characters and Unicode

Total characters20561
Distinct characters46
Distinct categories4 ?
Distinct scripts2 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique5 ?
Unique (%)0.2%

Sample

1st rowUnited States
2nd rowUnited States
3rd rowUnited States
4th rowUnited States
5th rowUnited States

Common Values

ValueCountFrequency (%)
United States 794
37.7%
South Korea 162
 
7.7%
China 148
 
7.0%
Japan 85
 
4.0%
France 74
 
3.5%
Brazil 65
 
3.1%
Canada 60
 
2.9%
United Kingdom 53
 
2.5%
Germany 52
 
2.5%
Netherlands 51
 
2.4%
Other values (58) 561
26.7%

Length

Histogram of lengths of the category
ValueCountFrequency (%)
united 870
26.8%
states 794
24.5%
south 162
 
5.0%
korea 162
 
5.0%
china 148
 
4.6%
japan 85
 
2.6%
france 74
 
2.3%
brazil 65
 
2.0%
canada 60
 
1.9%
kingdom 53
 
1.6%
Other values (68) 768
23.7%

Most occurring characters

ValueCountFrequency (%)
t 2806
13.6%
e 2367
11.5%
a 2152
10.5%
n 1731
 
8.4%
i 1532
 
7.5%
d 1159
 
5.6%
1136
 
5.5%
S 1016
 
4.9%
s 989
 
4.8%
U 877
 
4.3%
Other values (36) 4796
23.3%

Most occurring categories

ValueCountFrequency (%)
Lowercase Letter 16168
78.6%
Uppercase Letter 3249
 
15.8%
Space Separator 1136
 
5.5%
Other Punctuation 8
 
< 0.1%

Most frequent character per category

Lowercase Letter
ValueCountFrequency (%)
t 2806
17.4%
e 2367
14.6%
a 2152
13.3%
n 1731
10.7%
i 1532
9.5%
d 1159
7.2%
s 989
 
6.1%
r 674
 
4.2%
o 625
 
3.9%
h 429
 
2.7%
Other values (13) 1704
10.5%
Uppercase Letter
ValueCountFrequency (%)
S 1016
31.3%
U 877
27.0%
C 271
 
8.3%
K 263
 
8.1%
I 107
 
3.3%
J 85
 
2.6%
A 84
 
2.6%
B 79
 
2.4%
F 77
 
2.4%
N 67
 
2.1%
Other values (11) 323
 
9.9%
Space Separator
ValueCountFrequency (%)
1136
100.0%
Other Punctuation
ValueCountFrequency (%)
@ 8
100.0%

Most occurring scripts

ValueCountFrequency (%)
Latin 19417
94.4%
Common 1144
 
5.6%

Most frequent character per script

Latin
ValueCountFrequency (%)
t 2806
14.5%
e 2367
12.2%
a 2152
11.1%
n 1731
8.9%
i 1532
 
7.9%
d 1159
 
6.0%
S 1016
 
5.2%
s 989
 
5.1%
U 877
 
4.5%
r 674
 
3.5%
Other values (34) 4114
21.2%
Common
ValueCountFrequency (%)
1136
99.3%
@ 8
 
0.7%

Most occurring blocks

ValueCountFrequency (%)
ASCII 20561
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
t 2806
13.6%
e 2367
11.5%
a 2152
10.5%
n 1731
 
8.4%
i 1532
 
7.5%
d 1159
 
5.6%
1136
 
5.5%
S 1016
 
4.9%
s 989
 
4.8%
U 877
 
4.3%
Other values (36) 4796
23.3%

Years to Maturity
Real number (ℝ)

Distinct1147
Distinct (%)54.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean6.5546781
Minimum0
Maximum99.10959
Zeros3
Zeros (%)0.1%
Negative0
Negative (%)0.0%
Memory size32.9 KiB

Quantile statistics

Minimum0
5-th percentile0.630137
Q12.134247
median4.038356
Q37.673973
95-th percentile27.47945
Maximum99.10959
Range99.10959
Interquartile range (IQR)5.539726

Descriptive statistics

Standard deviation8.1424026
Coefficient of variation (CV)1.2422277
Kurtosis20.749409
Mean6.5546781
Median Absolute Deviation (MAD)2.49589
Skewness3.510505
Sum13797.597
Variance66.29872
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
8.30411 13
 
0.6%
7.8 9
 
0.4%
2.216438 9
 
0.4%
0.7972603 9
 
0.4%
7.550685 8
 
0.4%
7.632877 8
 
0.4%
2.30137 8
 
0.4%
4.465754 8
 
0.4%
5.550685 8
 
0.4%
4.884932 8
 
0.4%
Other values (1137) 2017
95.8%
ValueCountFrequency (%)
0 3
0.1%
0.002739726 1
 
< 0.1%
0.008219178 1
 
< 0.1%
0.01643836 1
 
< 0.1%
0.04657534 1
 
< 0.1%
0.07945205 1
 
< 0.1%
0.08219178 1
 
< 0.1%
0.08767124 1
 
< 0.1%
0.09041096 1
 
< 0.1%
0.09315068 4
0.2%
ValueCountFrequency (%)
99.10959 1
< 0.1%
97.89863 1
< 0.1%
57.09041 1
< 0.1%
56.06301 2
0.1%
48.33151 1
< 0.1%
48.0137 1
< 0.1%
47.70685 1
< 0.1%
47.48493 1
< 0.1%
46.70685 1
< 0.1%
46.57808 1
< 0.1%

Coupon
Real number (ℝ)

Distinct463
Distinct (%)22.0%
Missing5
Missing (%)0.2%
Infinite0
Infinite (%)0.0%
Mean3.7034463
Minimum0
Maximum19.15
Zeros55
Zeros (%)2.6%
Negative0
Negative (%)0.0%
Memory size32.9 KiB

Quantile statistics

Minimum0
5-th percentile0.70855
Q12.125
median3.5785
Q35.05
95-th percentile7
Maximum19.15
Range19.15
Interquartile range (IQR)2.925

Descriptive statistics

Standard deviation2.0865705
Coefficient of variation (CV)0.56341319
Kurtosis2.2170043
Mean3.7034463
Median Absolute Deviation (MAD)1.4535
Skewness0.79916347
Sum7777.2372
Variance4.3537763
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
4 70
 
3.3%
2.5 66
 
3.1%
0 55
 
2.6%
3 51
 
2.4%
1.5 50
 
2.4%
1 46
 
2.2%
3.5 44
 
2.1%
4.7 38
 
1.8%
4.5 36
 
1.7%
5.5 35
 
1.7%
Other values (453) 1609
76.4%
ValueCountFrequency (%)
0 55
2.6%
0.25 3
 
0.1%
0.375 6
 
0.3%
0.4 1
 
< 0.1%
0.45 2
 
0.1%
0.5 14
 
0.7%
0.508 1
 
< 0.1%
0.55 5
 
0.2%
0.563 1
 
< 0.1%
0.565 1
 
< 0.1%
ValueCountFrequency (%)
19.15 1
 
< 0.1%
15 1
 
< 0.1%
13 1
 
< 0.1%
12.5 1
 
< 0.1%
12.0715 2
0.1%
11.95 1
 
< 0.1%
11.75 3
0.1%
11.17208 1
 
< 0.1%
10 4
0.2%
9.75 2
0.1%

Amount Outstanding-Mil. USD
Real number (ℝ)

MISSING  ZEROS 

Distinct437
Distinct (%)22.1%
Missing131
Missing (%)6.2%
Infinite0
Infinite (%)0.0%
Mean518.35303
Minimum0
Maximum5000
Zeros56
Zeros (%)2.7%
Negative0
Negative (%)0.0%
Memory size32.9 KiB

Quantile statistics

Minimum0
5-th percentile0.11955
Q150.75
median450
Q3700
95-th percentile1500
Maximum5000
Range5000
Interquartile range (IQR)649.25

Descriptive statistics

Standard deviation593.3946
Coefficient of variation (CV)1.1447692
Kurtosis14.221111
Mean518.35303
Median Absolute Deviation (MAD)300
Skewness3.0142358
Sum1023228.9
Variance352117.15
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
500 294
 
14.0%
1000 146
 
6.9%
300 110
 
5.2%
400 92
 
4.4%
750 83
 
3.9%
600 80
 
3.8%
1 60
 
2.9%
0 56
 
2.7%
350 40
 
1.9%
1250 36
 
1.7%
Other values (427) 977
46.4%
(Missing) 131
 
6.2%
ValueCountFrequency (%)
0 56
2.7%
0.001 6
 
0.3%
0.005 2
 
0.1%
0.007 2
 
0.1%
0.01 1
 
< 0.1%
0.011 1
 
< 0.1%
0.012 1
 
< 0.1%
0.015 4
 
0.2%
0.017 1
 
< 0.1%
0.02 3
 
0.1%
ValueCountFrequency (%)
5000 4
 
0.2%
4000 10
0.5%
3500 2
 
0.1%
3250 1
 
< 0.1%
3000 11
0.5%
2941.388 1
 
< 0.1%
2750 1
 
< 0.1%
2700 1
 
< 0.1%
2500 8
0.4%
2318.357 1
 
< 0.1%
Distinct36
Distinct (%)1.7%
Missing0
Missing (%)0.0%
Memory size32.9 KiB
Eligible Green Projects
576 
Project Finance
545 
Bank Debt Retirement/Refinance
186 
Renewable Energy
153 
Energy Efficiency
94 
Other values (31)
551 

Length

Max length54
Median length46
Mean length20.036105
Min length5

Characters and Unicode

Total characters42176
Distinct characters49
Distinct categories7 ?
Distinct scripts2 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique5 ?
Unique (%)0.2%

Sample

1st rowSolar Energy
2nd rowSolar Energy
3rd rowSolar Energy
4th rowSolar Energy
5th rowSolar Energy

Common Values

ValueCountFrequency (%)
Eligible Green Projects 576
27.4%
Project Finance 545
25.9%
Bank Debt Retirement/Refinance 186
 
8.8%
Renewable Energy 153
 
7.3%
Energy Efficiency 94
 
4.5%
Solar Energy 84
 
4.0%
Refinance 54
 
2.6%
Notes Redemption/Refinance 49
 
2.3%
Climate Change Adaptation 48
 
2.3%
Green Buildings 46
 
2.2%
Other values (26) 270
12.8%

Length

Histogram of lengths of the category
ValueCountFrequency (%)
green 622
11.9%
projects 576
11.0%
eligible 576
11.0%
finance 558
10.7%
project 545
10.4%
energy 370
 
7.1%
bank 186
 
3.6%
debt 186
 
3.6%
retirement/refinance 186
 
3.6%
renewable 153
 
2.9%
Other values (63) 1268
24.3%

Most occurring characters

ValueCountFrequency (%)
e 6616
15.7%
n 4016
 
9.5%
3121
 
7.4%
i 2966
 
7.0%
r 2874
 
6.8%
t 2445
 
5.8%
c 2258
 
5.4%
a 2004
 
4.8%
o 1735
 
4.1%
l 1687
 
4.0%
Other values (39) 12454
29.5%

Most occurring categories

ValueCountFrequency (%)
Lowercase Letter 33340
79.0%
Uppercase Letter 5375
 
12.7%
Space Separator 3121
 
7.4%
Other Punctuation 297
 
0.7%
Dash Punctuation 17
 
< 0.1%
Open Punctuation 13
 
< 0.1%
Close Punctuation 13
 
< 0.1%

Most frequent character per category

Lowercase Letter
ValueCountFrequency (%)
e 6616
19.8%
n 4016
12.0%
i 2966
8.9%
r 2874
8.6%
t 2445
 
7.3%
c 2258
 
6.8%
a 2004
 
6.0%
o 1735
 
5.2%
l 1687
 
5.1%
g 1138
 
3.4%
Other values (15) 5601
16.8%
Uppercase Letter
ValueCountFrequency (%)
P 1198
22.3%
E 1077
20.0%
R 682
12.7%
G 642
11.9%
F 592
11.0%
B 247
 
4.6%
C 191
 
3.6%
D 191
 
3.6%
A 112
 
2.1%
W 106
 
2.0%
Other values (8) 337
 
6.3%
Other Punctuation
ValueCountFrequency (%)
/ 243
81.8%
& 54
 
18.2%
Space Separator
ValueCountFrequency (%)
3121
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 17
100.0%
Open Punctuation
ValueCountFrequency (%)
( 13
100.0%
Close Punctuation
ValueCountFrequency (%)
) 13
100.0%

Most occurring scripts

ValueCountFrequency (%)
Latin 38715
91.8%
Common 3461
 
8.2%

Most frequent character per script

Latin
ValueCountFrequency (%)
e 6616
17.1%
n 4016
 
10.4%
i 2966
 
7.7%
r 2874
 
7.4%
t 2445
 
6.3%
c 2258
 
5.8%
a 2004
 
5.2%
o 1735
 
4.5%
l 1687
 
4.4%
P 1198
 
3.1%
Other values (33) 10916
28.2%
Common
ValueCountFrequency (%)
3121
90.2%
/ 243
 
7.0%
& 54
 
1.6%
- 17
 
0.5%
( 13
 
0.4%
) 13
 
0.4%

Most occurring blocks

ValueCountFrequency (%)
ASCII 42176
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
e 6616
15.7%
n 4016
 
9.5%
3121
 
7.4%
i 2966
 
7.0%
r 2874
 
6.8%
t 2445
 
5.8%
c 2258
 
5.4%
a 2004
 
4.8%
o 1735
 
4.1%
l 1687
 
4.0%
Other values (39) 12454
29.5%

GSS Bond Type
Categorical

Distinct4
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Memory size32.9 KiB
GREEN BOND
1172 
SUSTAINABILITY BOND
526 
SOCIAL BOND
244 
SUSTAINABILITY LINKED BOND
163 

Length

Max length26
Median length10
Mean length13.6038
Min length10

Characters and Unicode

Total characters28636
Distinct characters17
Distinct categories2 ?
Distinct scripts2 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowGREEN BOND
2nd rowGREEN BOND
3rd rowGREEN BOND
4th rowGREEN BOND
5th rowGREEN BOND

Common Values

ValueCountFrequency (%)
GREEN BOND 1172
55.7%
SUSTAINABILITY BOND 526
25.0%
SOCIAL BOND 244
 
11.6%
SUSTAINABILITY LINKED BOND 163
 
7.7%

Length

Histogram of lengths of the category

Common Values (Plot)

ValueCountFrequency (%)
bond 2105
48.1%
green 1172
26.8%
sustainability 689
 
15.8%
social 244
 
5.6%
linked 163
 
3.7%

Most occurring characters

ValueCountFrequency (%)
N 4129
14.4%
B 2794
9.8%
E 2507
8.8%
I 2474
8.6%
O 2349
8.2%
2268
7.9%
D 2268
7.9%
S 1622
 
5.7%
A 1622
 
5.7%
T 1378
 
4.8%
Other values (7) 5225
18.2%

Most occurring categories

ValueCountFrequency (%)
Uppercase Letter 26368
92.1%
Space Separator 2268
 
7.9%

Most frequent character per category

Uppercase Letter
ValueCountFrequency (%)
N 4129
15.7%
B 2794
10.6%
E 2507
9.5%
I 2474
9.4%
O 2349
8.9%
D 2268
8.6%
S 1622
 
6.2%
A 1622
 
6.2%
T 1378
 
5.2%
G 1172
 
4.4%
Other values (6) 4053
15.4%
Space Separator
ValueCountFrequency (%)
2268
100.0%

Most occurring scripts

ValueCountFrequency (%)
Latin 26368
92.1%
Common 2268
 
7.9%

Most frequent character per script

Latin
ValueCountFrequency (%)
N 4129
15.7%
B 2794
10.6%
E 2507
9.5%
I 2474
9.4%
O 2349
8.9%
D 2268
8.6%
S 1622
 
6.2%
A 1622
 
6.2%
T 1378
 
5.2%
G 1172
 
4.4%
Other values (6) 4053
15.4%
Common
ValueCountFrequency (%)
2268
100.0%

Most occurring blocks

ValueCountFrequency (%)
ASCII 28636
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
N 4129
14.4%
B 2794
9.8%
E 2507
8.8%
I 2474
8.6%
O 2349
8.2%
2268
7.9%
D 2268
7.9%
S 1622
 
5.7%
A 1622
 
5.7%
T 1378
 
4.8%
Other values (7) 5225
18.2%

Parent Name
Categorical

Distinct551
Distinct (%)26.2%
Missing0
Missing (%)0.0%
Memory size32.9 KiB
Calvert Social Investment Foundation, Inc.
176 
Government of South Korea
 
59
Tesla, Inc.
 
58
Deutsche Bank Aktiengesellschaft
 
42
Government of China
 
32
Other values (546)
1738 

Length

Max length86
Median length55
Mean length26.343943
Min length3

Characters and Unicode

Total characters55454
Distinct characters68
Distinct categories9 ?
Distinct scripts2 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique196 ?
Unique (%)9.3%

Sample

1st rowTesla, Inc.
2nd rowTesla, Inc.
3rd rowTesla, Inc.
4th rowTesla, Inc.
5th rowTesla, Inc.

Common Values

ValueCountFrequency (%)
Calvert Social Investment Foundation, Inc. 176
 
8.4%
Government of South Korea 59
 
2.8%
Tesla, Inc. 58
 
2.8%
Deutsche Bank Aktiengesellschaft 42
 
2.0%
Government of China 32
 
1.5%
Government of Hong Kong Special Administrative Region 31
 
1.5%
Government of France 31
 
1.5%
Local Initiatives Support Corporation 30
 
1.4%
Momentus Capital 26
 
1.2%
Citigroup Inc. 25
 
1.2%
Other values (541) 1595
75.8%

Length

Histogram of lengths of the category
ValueCountFrequency (%)
inc 572
 
7.2%
of 426
 
5.4%
government 337
 
4.2%
investment 206
 
2.6%
foundation 185
 
2.3%
calvert 176
 
2.2%
ltd 176
 
2.2%
social 176
 
2.2%
group 152
 
1.9%
bank 134
 
1.7%
Other values (923) 5393
68.0%

Most occurring characters

ValueCountFrequency (%)
5828
 
10.5%
n 4850
 
8.7%
e 4040
 
7.3%
o 4030
 
7.3%
a 3629
 
6.5%
t 3216
 
5.8%
i 2846
 
5.1%
r 2831
 
5.1%
l 1837
 
3.3%
s 1683
 
3.0%
Other values (58) 20664
37.3%

Most occurring categories

ValueCountFrequency (%)
Lowercase Letter 39159
70.6%
Uppercase Letter 8584
 
15.5%
Space Separator 5828
 
10.5%
Other Punctuation 1751
 
3.2%
Dash Punctuation 46
 
0.1%
Decimal Number 28
 
0.1%
Open Punctuation 27
 
< 0.1%
Close Punctuation 27
 
< 0.1%
Math Symbol 4
 
< 0.1%

Most frequent character per category

Lowercase Letter
ValueCountFrequency (%)
n 4850
12.4%
e 4040
10.3%
o 4030
10.3%
a 3629
9.3%
t 3216
 
8.2%
i 2846
 
7.3%
r 2831
 
7.2%
l 1837
 
4.7%
s 1683
 
4.3%
c 1629
 
4.2%
Other values (16) 8568
21.9%
Uppercase Letter
ValueCountFrequency (%)
C 1234
14.4%
I 1120
13.0%
S 959
11.2%
A 785
9.1%
G 666
 
7.8%
B 411
 
4.8%
E 410
 
4.8%
L 405
 
4.7%
F 370
 
4.3%
P 345
 
4.0%
Other values (16) 1879
21.9%
Decimal Number
ValueCountFrequency (%)
2 10
35.7%
3 6
21.4%
1 5
17.9%
0 4
 
14.3%
6 2
 
7.1%
5 1
 
3.6%
Other Punctuation
ValueCountFrequency (%)
. 1144
65.3%
, 549
31.4%
& 47
 
2.7%
@ 9
 
0.5%
' 2
 
0.1%
Space Separator
ValueCountFrequency (%)
5828
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 46
100.0%
Open Punctuation
ValueCountFrequency (%)
( 27
100.0%
Close Punctuation
ValueCountFrequency (%)
) 27
100.0%
Math Symbol
ValueCountFrequency (%)
+ 4
100.0%

Most occurring scripts

ValueCountFrequency (%)
Latin 47743
86.1%
Common 7711
 
13.9%

Most frequent character per script

Latin
ValueCountFrequency (%)
n 4850
 
10.2%
e 4040
 
8.5%
o 4030
 
8.4%
a 3629
 
7.6%
t 3216
 
6.7%
i 2846
 
6.0%
r 2831
 
5.9%
l 1837
 
3.8%
s 1683
 
3.5%
c 1629
 
3.4%
Other values (42) 17152
35.9%
Common
ValueCountFrequency (%)
5828
75.6%
. 1144
 
14.8%
, 549
 
7.1%
& 47
 
0.6%
- 46
 
0.6%
( 27
 
0.4%
) 27
 
0.4%
2 10
 
0.1%
@ 9
 
0.1%
3 6
 
0.1%
Other values (6) 18
 
0.2%

Most occurring blocks

ValueCountFrequency (%)
ASCII 55454
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
5828
 
10.5%
n 4850
 
8.7%
e 4040
 
7.3%
o 4030
 
7.3%
a 3629
 
6.5%
t 3216
 
5.8%
i 2846
 
5.1%
r 2831
 
5.1%
l 1837
 
3.3%
s 1683
 
3.0%
Other values (58) 20664
37.3%
Distinct1147
Distinct (%)54.5%
Missing0
Missing (%)0.0%
Memory size32.9 KiB
Minimum2023-09-28 00:00:00
Maximum2122-10-13 00:00:00
Histogram with fixed size bins (bins=50)

FDS Indus
Categorical

HIGH CARDINALITY  HIGH CORRELATION 

Distinct77
Distinct (%)3.7%
Missing0
Missing (%)0.0%
Memory size32.9 KiB
Finance/Rental/Leasing
400 
Financial Conglomerates
290 
Electric Utilities
208 
Major Banks
170 
Regional Banks
128 
Other values (72)
909 

Length

Max length34
Median length31
Mean length19.769596
Min length3

Characters and Unicode

Total characters41615
Distinct characters50
Distinct categories5 ?
Distinct scripts2 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique8 ?
Unique (%)0.4%

Sample

1st rowBuilding Products
2nd rowBuilding Products
3rd rowBuilding Products
4th rowBuilding Products
5th rowBuilding Products

Common Values

ValueCountFrequency (%)
Finance/Rental/Leasing 400
19.0%
Financial Conglomerates 290
13.8%
Electric Utilities 208
 
9.9%
Major Banks 170
 
8.1%
Regional Banks 128
 
6.1%
Sovereign 88
 
4.2%
Investment Banks/Brokers 85
 
4.0%
Real Estate Investment Trusts 65
 
3.1%
Building Products 58
 
2.8%
Miscellaneous Commercial Services 58
 
2.8%
Other values (67) 555
26.4%

Length

Histogram of lengths of the category
ValueCountFrequency (%)
finance/rental/leasing 400
 
10.0%
banks 298
 
7.4%
financial 293
 
7.3%
conglomerates 290
 
7.2%
utilities 212
 
5.3%
electric 208
 
5.2%
investment 200
 
5.0%
major 189
 
4.7%
regional 128
 
3.2%
real 109
 
2.7%
Other values (107) 1673
41.8%

Most occurring characters

ValueCountFrequency (%)
e 4666
 
11.2%
n 4342
 
10.4%
a 3743
 
9.0%
i 3395
 
8.2%
t 2799
 
6.7%
s 2544
 
6.1%
l 2310
 
5.6%
r 1932
 
4.6%
1895
 
4.6%
o 1880
 
4.5%
Other values (40) 12109
29.1%

Most occurring categories

ValueCountFrequency (%)
Lowercase Letter 33694
81.0%
Uppercase Letter 4947
 
11.9%
Space Separator 1895
 
4.6%
Other Punctuation 1069
 
2.6%
Dash Punctuation 10
 
< 0.1%

Most frequent character per category

Lowercase Letter
ValueCountFrequency (%)
e 4666
13.8%
n 4342
12.9%
a 3743
11.1%
i 3395
10.1%
t 2799
8.3%
s 2544
7.6%
l 2310
6.9%
r 1932
5.7%
o 1880
5.6%
c 1735
 
5.1%
Other values (14) 4348
12.9%
Uppercase Letter
ValueCountFrequency (%)
F 733
14.8%
R 664
13.4%
B 540
10.9%
C 442
8.9%
L 408
8.2%
M 373
7.5%
E 366
7.4%
S 270
 
5.5%
I 240
 
4.9%
U 212
 
4.3%
Other values (10) 699
14.1%
Other Punctuation
ValueCountFrequency (%)
/ 960
89.8%
: 63
 
5.9%
& 38
 
3.6%
@ 8
 
0.7%
Space Separator
ValueCountFrequency (%)
1895
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 10
100.0%

Most occurring scripts

ValueCountFrequency (%)
Latin 38641
92.9%
Common 2974
 
7.1%

Most frequent character per script

Latin
ValueCountFrequency (%)
e 4666
12.1%
n 4342
11.2%
a 3743
9.7%
i 3395
 
8.8%
t 2799
 
7.2%
s 2544
 
6.6%
l 2310
 
6.0%
r 1932
 
5.0%
o 1880
 
4.9%
c 1735
 
4.5%
Other values (34) 9295
24.1%
Common
ValueCountFrequency (%)
1895
63.7%
/ 960
32.3%
: 63
 
2.1%
& 38
 
1.3%
- 10
 
0.3%
@ 8
 
0.3%

Most occurring blocks

ValueCountFrequency (%)
ASCII 41615
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
e 4666
 
11.2%
n 4342
 
10.4%
a 3743
 
9.0%
i 3395
 
8.2%
t 2799
 
6.7%
s 2544
 
6.1%
l 2310
 
5.6%
r 1932
 
4.6%
1895
 
4.6%
o 1880
 
4.5%
Other values (40) 12109
29.1%

Denom Curr
Categorical

Distinct1
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size32.9 KiB
U.S. Dollar
2105 

Length

Max length11
Median length11
Mean length11
Min length11

Characters and Unicode

Total characters23155
Distinct characters9
Distinct categories4 ?
Distinct scripts2 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowU.S. Dollar
2nd rowU.S. Dollar
3rd rowU.S. Dollar
4th rowU.S. Dollar
5th rowU.S. Dollar

Common Values

ValueCountFrequency (%)
U.S. Dollar 2105
100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

ValueCountFrequency (%)
u.s 2105
50.0%
dollar 2105
50.0%

Most occurring characters

ValueCountFrequency (%)
. 4210
18.2%
l 4210
18.2%
U 2105
9.1%
S 2105
9.1%
2105
9.1%
D 2105
9.1%
o 2105
9.1%
a 2105
9.1%
r 2105
9.1%

Most occurring categories

ValueCountFrequency (%)
Lowercase Letter 10525
45.5%
Uppercase Letter 6315
27.3%
Other Punctuation 4210
 
18.2%
Space Separator 2105
 
9.1%

Most frequent character per category

Lowercase Letter
ValueCountFrequency (%)
l 4210
40.0%
o 2105
20.0%
a 2105
20.0%
r 2105
20.0%
Uppercase Letter
ValueCountFrequency (%)
U 2105
33.3%
S 2105
33.3%
D 2105
33.3%
Other Punctuation
ValueCountFrequency (%)
. 4210
100.0%
Space Separator
ValueCountFrequency (%)
2105
100.0%

Most occurring scripts

ValueCountFrequency (%)
Latin 16840
72.7%
Common 6315
 
27.3%

Most frequent character per script

Latin
ValueCountFrequency (%)
l 4210
25.0%
U 2105
12.5%
S 2105
12.5%
D 2105
12.5%
o 2105
12.5%
a 2105
12.5%
r 2105
12.5%
Common
ValueCountFrequency (%)
. 4210
66.7%
2105
33.3%

Most occurring blocks

ValueCountFrequency (%)
ASCII 23155
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
. 4210
18.2%
l 4210
18.2%
U 2105
9.1%
S 2105
9.1%
2105
9.1%
D 2105
9.1%
o 2105
9.1%
a 2105
9.1%
r 2105
9.1%

Adj. Maturity Date
Real number (ℝ)

Distinct41
Distinct (%)1.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2029.8219
Minimum2023
Maximum2122
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size32.9 KiB

Quantile statistics

Minimum2023
5-th percentile2024
Q12025
median2027
Q32031
95-th percentile2051
Maximum2122
Range99
Interquartile range (IQR)6

Descriptive statistics

Standard deviation8.1444946
Coefficient of variation (CV)0.0040124184
Kurtosis20.500029
Mean2029.8219
Median Absolute Deviation (MAD)2
Skewness3.4874396
Sum4272775
Variance66.332792
MonotonicityNot monotonic
Histogram with fixed size bins (bins=41)
ValueCountFrequency (%)
2026 328
15.6%
2025 296
14.1%
2024 233
11.1%
2027 198
9.4%
2028 194
9.2%
2031 174
8.3%
2032 136
6.5%
2030 107
 
5.1%
2029 101
 
4.8%
2033 59
 
2.8%
Other values (31) 279
13.3%
ValueCountFrequency (%)
2023 35
 
1.7%
2024 233
11.1%
2025 296
14.1%
2026 328
15.6%
2027 198
9.4%
2028 194
9.2%
2029 101
 
4.8%
2030 107
 
5.1%
2031 174
8.3%
2032 136
6.5%
ValueCountFrequency (%)
2122 1
 
< 0.1%
2121 1
 
< 0.1%
2080 1
 
< 0.1%
2079 2
 
0.1%
2072 1
 
< 0.1%
2071 3
0.1%
2070 2
 
0.1%
2061 7
0.3%
2060 3
0.1%
2056 5
0.2%

Interactions

Correlations

Years to MaturityCouponAmount Outstanding-Mil. USDAdj. Maturity DateCountryTypeBond TierCountry of RiskGSS Bond Use of ProceedsGSS Bond TypeFDS Indus
Years to Maturity1.0000.1300.2290.9950.1910.0650.1480.1910.0470.0650.146
Coupon0.1301.000-0.0050.1240.2230.1190.0780.2230.2120.1190.153
Amount Outstanding-Mil. USD0.229-0.0051.0000.2330.1940.1870.3370.1940.1110.1870.157
Adj. Maturity Date0.9950.1240.2331.0000.1720.2190.2210.1720.1020.2190.136
Country0.1910.2230.1940.1721.0000.4060.4831.0000.2560.4060.259
Type0.0650.1190.1870.2190.4061.0000.1760.4060.7371.0000.464
Bond Tier0.1480.0780.3370.2210.4830.1761.0000.4830.4020.1760.858
Country of Risk0.1910.2230.1940.1721.0000.4060.4831.0000.2560.4060.259
GSS Bond Use of Proceeds0.0470.2120.1110.1020.2560.7370.4020.2561.0000.7370.326
GSS Bond Type0.0650.1190.1870.2190.4061.0000.1760.4060.7371.0000.464
FDS Indus0.1460.1530.1570.1360.2590.4640.8580.2590.3260.4641.000

Missing values

A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Sample

CountryTypeCompanyIssuerBond TierCountry of RiskYears to MaturityCouponAmount Outstanding-Mil. USDGSS Bond Use of ProceedsGSS Bond TypeParent NameMaturity DateFDS IndusDenom CurrAdj. Maturity Date
3United StatesGREEN BONDTesla Energy Operations, Inc.Tesla Energy Operations, Inc.CorporateUnited States2.0109594.70.040Solar EnergyGREEN BONDTesla, Inc.2025-10-01Building ProductsU.S. Dollar2025
4United StatesGREEN BONDTesla Energy Operations, Inc.Tesla Energy Operations, Inc.CorporateUnited States1.5123294.70.015Solar EnergyGREEN BONDTesla, Inc.2025-04-02Building ProductsU.S. Dollar2025
5United StatesGREEN BONDTesla Energy Operations, Inc.Tesla Energy Operations, Inc.CorporateUnited States1.7616444.710.000Solar EnergyGREEN BONDTesla, Inc.2025-07-02Building ProductsU.S. Dollar2025
6United StatesGREEN BONDTesla Energy Operations, Inc.Tesla Energy Operations, Inc.CorporateUnited States2.1835624.70.015Solar EnergyGREEN BONDTesla, Inc.2025-12-03Building ProductsU.S. Dollar2025
7United StatesGREEN BONDTesla Energy Operations, Inc.Tesla Energy Operations, Inc.CorporateUnited States1.9342474.75.000Solar EnergyGREEN BONDTesla, Inc.2025-09-03Building ProductsU.S. Dollar2025
8United StatesGREEN BONDTesla Energy Operations, Inc.Tesla Energy Operations, Inc.CorporateUnited States2.1068494.70.005Solar EnergyGREEN BONDTesla, Inc.2025-11-05Building ProductsU.S. Dollar2025
9United StatesGREEN BONDTesla Energy Operations, Inc.Tesla Energy Operations, Inc.CorporateUnited States1.8575344.70.025Solar EnergyGREEN BONDTesla, Inc.2025-08-06Building ProductsU.S. Dollar2025
10United StatesGREEN BONDTesla Energy Operations, Inc.Tesla Energy Operations, Inc.CorporateUnited States1.5315074.70.010Solar EnergyGREEN BONDTesla, Inc.2025-04-09Building ProductsU.S. Dollar2025
11United StatesGREEN BONDTesla Energy Operations, Inc.Tesla Energy Operations, Inc.CorporateUnited States1.7041104.70.020Solar EnergyGREEN BONDTesla, Inc.2025-06-11Building ProductsU.S. Dollar2025
12United StatesGREEN BONDTesla Energy Operations, Inc.Tesla Energy Operations, Inc.CorporateUnited States1.8767124.75.000Solar EnergyGREEN BONDTesla, Inc.2025-08-13Building ProductsU.S. Dollar2025
CountryTypeCompanyIssuerBond TierCountry of RiskYears to MaturityCouponAmount Outstanding-Mil. USDGSS Bond Use of ProceedsGSS Bond TypeParent NameMaturity DateFDS IndusDenom CurrAdj. Maturity Date
3079Dominican RepublicSUSTAINABILITY LINKED BONDEmpresa Generadora de Electricidad Haina SAEmpresa Generadora de Electricidad Haina SACorporateDominican Republic5.1178085.625300.000Notes Redemption/RefinanceSUSTAINABILITY LINKED BONDEmpresa Generadora de Electricidad Haina SA2028-11-08Electric UtilitiesU.S. Dollar2028
3083DenmarkGREEN BONDA.P. Moller - Maersk A/SA.P. Moller - Maersk A/SCorporateDenmark9.9698635.875750.000Clean TransportationGREEN BOND@NA2033-09-14Marine ShippingU.S. Dollar2033
3084DenmarkGREEN BONDA.P. Moller - Maersk A/SA.P. Moller - Maersk A/SCorporateDenmark9.9698635.875750.000Clean TransportationGREEN BOND@NA2033-09-14Marine ShippingU.S. Dollar2033
3088AngolaSOCIAL BONDGovernment of The Republic of AngolaGovernment of The Republic of AngolaSovereignAngola2.1260279.500864.413Project FinanceSOCIAL BOND@NA2025-11-12SovereignU.S. Dollar2025
3089AngolaSOCIAL BONDGovernment of The Republic of AngolaGovernment of The Republic of AngolaSovereignAngola2.1260279.500864.413Project FinanceSOCIAL BOND@NA2025-11-12SovereignU.S. Dollar2025
3093SlovakiaGREEN BONDTatra banka a.s.Tatra banka a.s.CorporateSlovakia6.1232887.55030.000Eligible Green ProjectsGREEN BONDRaiffeisen Bank International AG2029-11-10Major BanksU.S. Dollar2029
3097SeychellesGREEN BONDGovernment of SeychellesGovernment of SeychellesSovereignSeychelles3.0383560.00015.000Sustainable Fishery and AquacultureGREEN BOND@NA2026-10-11SovereignU.S. Dollar2026
3101PakistanGREEN BONDPakistan Water & Power Development AuthorityPakistan Water & Power Development AuthorityAgencyPakistan7.6876717.500500.000Eligible Green ProjectsGREEN BONDGovernment of Pakistan2031-06-04General GovernmentU.S. Dollar2031
3105NigeriaGREEN BONDAccess Bank PLCAccess Bank PLCCorporateNigeria3.5972605.50050.000Eligible Green ProjectsGREEN BONDAccess Holdings Plc2027-05-03Major BanksU.S. Dollar2027
3109FinlandSOCIAL BONDKuntarahoitus OyjKuntarahoitus OyjAgencyFinland3.9287674.680100.000Project FinanceSOCIAL BONDKuntarahoitus Oyj2027-09-01Finance/Rental/LeasingU.S. Dollar2027

Duplicate rows

Most frequently occurring

CountryTypeCompanyIssuerBond TierCountry of RiskYears to MaturityCouponAmount Outstanding-Mil. USDGSS Bond Use of ProceedsGSS Bond TypeParent NameMaturity DateFDS IndusDenom CurrAdj. Maturity Date# duplicates
16BrazilGREEN BONDRumo Luxembourg S.a r.l.Rumo Luxembourg S.a r.l.CorporateBrazil4.2876715.250500.000Eligible Green ProjectsGREEN BONDRumo SA2028-01-10Finance/Rental/LeasingU.S. Dollar20283
17BrazilGREEN BONDSuzano Austria GmbHSuzano Austria GmbHCorporateBrazil2.7945215.750516.581Eligible Green ProjectsGREEN BONDSuzano S.A.2026-07-14Miscellaneous Commercial ServicesU.S. Dollar20263
20BrazilSUSTAINABILITY BONDAmaggi Luxembourg International S.a r.l.Amaggi Luxembourg International S.a r.l.CorporateBrazil4.3369865.250750.000Project FinanceSUSTAINABILITY BONDAndre Maggi Participacoes SA2028-01-28Internet Software/ServicesU.S. Dollar20283
32BrazilSUSTAINABILITY LINKED BONDMovida Europe SAMovida Europe SACorporateBrazil7.3698635.250273.757Bank Debt Retirement/RefinanceSUSTAINABILITY LINKED BONDSimpar SA2031-02-08Financial ConglomeratesU.S. Dollar20313
36CanadaGREEN BONDAlimentation Couche-Tard Inc.Alimentation Couche-Tard Inc.CorporateCanada27.6411003.625350.000Energy EfficiencyGREEN BONDAlimentation Couche-Tard Inc.2051-05-13Specialty StoresU.S. Dollar20513
42CanadaGREEN BONDLiberty Utilities Finance GP1Liberty Utilities Finance GP1CorporateCanada6.9698632.050600.000Eligible Green ProjectsGREEN BONDAlgonquin Power & Utilities Corp.2030-09-15Finance/Rental/LeasingU.S. Dollar20303
51ChileGREEN BONDInversiones CMPC SAInversiones CMPC SACorporateChile3.5178084.375500.000Eligible Green ProjectsGREEN BONDEmpresas CMPC S.A.2027-04-04Pulp & PaperU.S. Dollar20273
53ChileGREEN BONDSociedad Quimica y Minera de Chile S.A.Sociedad Quimica y Minera de Chile S.A.CorporateChile27.9698603.500700.000Eligible Green ProjectsGREEN BONDSociedad Quimica y Minera de Chile SA Pfd Series B2051-09-10Chemicals: SpecialtyU.S. Dollar20513
55ChileSUSTAINABILITY BONDCelulosa Arauco y Constitucion S.A.Celulosa Arauco y Constitucion S.A.CorporateChile6.3424664.200500.000Project FinanceSUSTAINABILITY BONDAntarChile S.A.2030-01-29Forest ProductsU.S. Dollar20303
56ChileSUSTAINABILITY BONDCelulosa Arauco y Constitucion S.A.Celulosa Arauco y Constitucion S.A.CorporateChile26.3561605.150500.000Project FinanceSUSTAINABILITY BONDAntarChile S.A.2050-01-29Forest ProductsU.S. Dollar20503